Table 2 List of selected variables ranked based on their ReliefF Exp Score. “A case study performed in 2019-20 to develop a Machine Learning-algorithm to estimate the incidence of Diabetes Mellitus in France”
Ranked # | CATEGORIES | Independent Variables |
|---|---|---|
1 | AGE | Age in years |
Diabetes related variables | ||
6 | BIOLOGICAL TESTS | Nb. of reimbursement of Glucose blood test in last 2 years |
9 | BIOLOGICAL TESTS | Nb. of reimbursement of HbA1c tests in last 2 years |
18 | MEDICAL ACTS | Nb. of reimbursement of Fundus examination by biomicroscopy with contact lens in last 2 years |
19 | MEDICAL ACTS | Nb. of reimbursement of functional examination of the ocular motricity in last 2 years |
20 | MEDICAL ACTS | Nb. of reimbursement of binocular vision examination in last 2 years |
Non-diabetes related variables | ||
2 | BIOLOGICAL TESTS | Nb. of reimbursement of Alkaline Phosphatase test in last 2 years |
3 | BIOLOGICAL TESTS | Nb. of reimbursement of Gamma Glutamyle Transferase test in last 2 years |
4 | BIOLOGICAL TESTS | Nb. of reimbursement of Transaminases (ALAT and ASAT, TGP and TGO) blood test in last 2 years |
5 | BIOLOGICAL TESTS | Nb. of reimbursement of Uric Acid (Uricemia) blood test in last 2 years |
7 | BIOLOGICAL TESTS | Nb. of reimbursement of Creatinine level blood test in last 2 years |
8 | BIOLOGICAL TESTS | Nb. of reimbursement of Exploration of a Lipid Anomaly (ELA) blood test in last 2 years |
10 | BIOLOGICAL TESTS | Nb. of reimbursement of C-Reactive Protein test in last 2 years |
11 | DRUGS | Nb. of reimbursement of Proton pump inhibitors drugs in last 2 years |
12 | DRUGS | Nb. of reimbursement of other antidiarrheal drugs in last 2 years |
13 | DRUGS | Nb. of reimbursement of Penicillin with broad spectrum drugs in last 2 years |
14 | DRUGS | Nb. of reimbursement of bacterial and viral vaccines, combined (diphtheria-haemophilus influenza B-pertussis-tetanus-hepatitis B-meningococcal A + C) in last 2 years |
15 | DRUGS | Nb. of reimbursement of Acetic acid derivatives and related substances in last 2 years |
16 | DRUGS | Nb. of reimbursement of Propionic acid derivatives in last 2 years |
17 | DRUGS | Nb. of reimbursement of Anilides (Paracetamol) in last 2 years |
21 | MEDICAL ACTS | Nb. of reimbursement of mammography, in last 2 years |
22 | MEDICAL ACTS | Nb. of reimbursement of X-ray thorax in the previous 2 years in last 2 years |
23 | HOSPITALIZATION | Total number of hospitalizations without a procedure (i.e. dialysis, chemotherapy) in last 2 years |